An open-source cost controller for AI agent loops — stops a loop when it's actually converged and rolls back before it degrades, instead of running to a fixed max_iterations cap. Real-time loop-gain (Aβ) bands + best-so-far rollback. Adapters for LangGraph, CrewAI, AutoGen, LangChain, OpenAI Agents, and Claude Agent SDK; raw API for custom stacks.
python feedback-loop control-theory cost-control ai-agents claude autogen loop-detection early-stopping llm anthropic agentic crewai langgraph agentic-ai agent-orchestration openai-agents divergence-detection infinite-loop-detection verify-revise
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Updated
Sep 5, 2026 - Python